White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Full extent, all covariates (u and v become vel_mag), evaluated using Brier score
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max | brier_class |
|---|---|---|---|---|---|
| rf | 0.9354095 | 0.9744910 | 0.9909789 | 0.9049124 | NA |
| bt | 0.7347174 | 0.9612805 | 0.7773651 | 0.4247236 | NA |
| maxnet | 0.6597463 | 0.9515514 | 0.7772814 | 0.4331740 | NA |
| gam | NA | NA | NA | NA | 0.1781433 |
| glm | NA | NA | NA | NA | 0.1939934 |
Variable Importance
